KAT-Coder-Pro V1 is KwaiKAT's most advanced agentic coding model in the KAT-Coder series. Designed specifically for agentic coding tasks, it excels in real-world software engineering scenarios, achieving 73.4% solve rate on the SWE-Bench Ve…
Model details →Kwaipilot: KAT-Coder-Pro V1 vs Meta: Llama 4 Scout
Meta: Llama 4 Scout wins on 4 of 6 axes — pricing and capability skew in its favour for most workloads.
Llama 4 Scout 17B Instruct (16E) is a mixture-of-experts (MoE) language model developed by Meta, activating 17 billion parameters out of a total of 109B. It supports native multimodal input (text and image) and multilingual output (text and…
Model details →Side-by-side comparison
| Capability | Kwaipilot: KAT-Coder-Pro V1 | Meta: Llama 4 Scout | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 256K | 328K | 🏆 Meta: Llama 4 Scout |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.21 | $0.08 | 🏆 Meta: Llama 4 Scout |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.83 | $0.30 | 🏆 Meta: Llama 4 Scout |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | — | Yes | 🏆 Meta: Llama 4 Scout |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | — | — | Tie |
Frequently asked questions
Is Kwaipilot: KAT-Coder-Pro V1 better than Meta: Llama 4 Scout?
Meta: Llama 4 Scout wins on 4 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Kwaipilot: KAT-Coder-Pro V1 and Meta: Llama 4 Scout?
Input: $0.21 vs $0.08 per 1M tokens. Output: $0.83 vs $0.30 per 1M tokens.
What context windows do Kwaipilot: KAT-Coder-Pro V1 and Meta: Llama 4 Scout support?
Kwaipilot: KAT-Coder-Pro V1 supports up to 256K tokens. Meta: Llama 4 Scout supports up to 328K tokens.
Do both Kwaipilot: KAT-Coder-Pro V1 and Meta: Llama 4 Scout support tool calling?
Kwaipilot: KAT-Coder-Pro V1: yes. Meta: Llama 4 Scout: yes.